Project: Data Science Jobs Dashboard

Introduction

Field: Job Seeking

Our Data is a combination of three different datasets (Data analyst jobs, Data Engineer jobs, Data Scientist jobs). Data is one of the most exciting fields now Because companies hold a treasure trove of data so there are new jobs appear in the market like data scientist, data engineer, and data analyst to get insights from the data.

And we decided to help candidates hunt new jobs and get more information about the US market through our data-driven story.

In [29]:
fig.show()
In [30]:
print(np.average(data_analyst['avg salary']))
print(np.average(data_scientist['avg salary']))
print(np.average(data_engineer['avg salary']))
71.15886524822695
107.29401993355482
99.90269930947898

View of Job Locations Per State and Density

In [38]:
fig = px.scatter_mapbox(job_locations, lat="Lat", lon="Lot", size="counts",hover_name="Location",
                        title='Interactive Job Location Density Map',
                  color_continuous_scale=px.colors.cyclical.IceFire, size_max=15, zoom=3,
                        color_discrete_sequence=["crimson"], mapbox_style="carto-positron")

fig.update_layout(mapbox_style="stamen-terrain") 
fig.show()
In [32]:
fig.show()

States with their minimum and maximum salaries

In [34]:
fig.show()

company size

In [36]:
fig.show()
In [38]:
fig.show()

Companies's Rate

In [40]:
fig.show()

Number of job openings by Sectors

In [42]:
fig.show()

The most popular keywords in Data Science job offers

Data Analyst

Programming Languages Skills

In [44]:
plot_programming_languages_DA(position='Data Analyst')

Tools and Technologies

In [46]:
plot_tools_and_tech_DA(position='Data Analyst')

Cloud Computing and Storage

In [48]:
plot_cloud(position='Data Analyst')

Education

In [50]:
plot_edu(position='Data Analyst')

Data Scientist

Programming Languages Skills

In [52]:
plot_programming_languages_DS(position='Data Scientist')

Tools and Technologies

In [54]:
plot_tools_and_tech_DS(position='Data Scientist')

Cloud Computing and Storage

In [55]:
plot_cloud(position='Data Scientist')

Education

In [56]:
plot_edu(position='Data Scientist')

Data Engineer

Programming Languages Skills

In [58]:
plot_programming_languages_DE(position='Data Engineer')

Tools and Technologies

In [59]:
plot_tools_and_tech_DS(position='Data Engineer')

Cloud Computing and Storage

In [60]:
plot_cloud(position='Data Engineer')

Education

In [61]:
plot_edu(position='Data Engineer')